The present invention provides a catalyst structure of high catalytic activity and a fuel cell of high cell output. The catalyst structure comprises a conductive film and catalyst particles formed on the conductive film wherein the difference between lattice constant of a material constituting the conductive film and that of a material constituting the catalyst particles is not more than 16%, and preferably not less than 3%.